AI for Startup Judgment

Join a A 60-Minute Micro Workshop for Founders, Operators, and Investors

Startups rarely fail because they lack tools.
They fail because early decisions are made with

• Incomplete information
• Founder bias
• Unchallenged assumptions
• Weak second-order thinking

This micro-workshop introduces a practical way founders, startup employees, and investors can use AI to pressure-test thinking before commitments are locked in.

The goal
Improve decision quality early, when leverage is highest.

Why This Session at the AIA - Artificial Intelligence Algarve community
The AIA brings together people already close to AI, but proximity to AI tools doesn’t automatically translate into better decisions.

This session is designed to close that gap.

Instead of focusing on models, prompts, or demos, the workshop shows how AI can be used as a judgment-support system inside real startup decisions: product, market, growth, hiring, and capital allocation.

It complements the AI Hub’s mission by moving the conversation from capability --> decision quality --> outcomes.

Target Audience

• Ideal for AIA members and the broader Algarve startup ecosystem, including:
• Startup founders (early and growth stage)
• Startup employees influencing product, growth, or strategy
• Angel investors, advisors, and mentors
• Accelerator / incubator program participants
• No technical or engineering background required.

What Participants Will Learn
In one focused hour, participants will learn how to:

• Use AI to stress-test assumptions, not replace judgment
• Surface risks and blind spots founders consistently underweight
• Improve clarity before committing time, capital, or reputation
• Separate signal from noise in customer feedback and traction
• Ask sharper questions of markets, customers, and themselves
• This is AI applied to thinking, not task automation.

What We’ll Cover
1. The Real Startup Bottleneck

• ​Why execution usually isn’t the constraint, decision quality is.

2. AI’s Highest-Leverage Role in Startups

• ​AI as a judgment amplifier and pattern-recognition system.

3. The Decision Pressure-Test Framework

• A simple, repeatable method to:
• Challenge founder assumptions
• Explore second-order effects
• Identify failure modes early

4. Human Accountability Still Rules

• ​AI can generate, simulate, and propose.
• ​Humans decide, defend, and own outcomes.

5. Live Startup Scenario

• A realistic example showing how better thinking early prevents expensive mistakes later.

What This Is (and Isn’t)
This is:

• Practical and operator-level
• Relevant to real startup decisions
• Aligned with AIA members’ interests
• Immediately usable after the session

This is NOT:

• A tools demo
• A technical deep dive
• A hype session
• A replacement for founder judgment

Why This Matters for the AI Ecosystem

• Better founder thinking compounds across the community
• Advisors and investors get clearer signal earlier
• Capital and mentorship are allocated more effectively
• AI capability translates into real outcomes, not just adoption
• Early clarity beats late correction.

SPEAKER
Glen Caruso

Glen Caruso is an AI strategist and technology operator who helps senior leaders apply AI as a decision-support system, not a productivity shortcut. Website.

He has held senior roles at Microsoft, Oracle, and Adobe, working across data, advertising, and enterprise platforms as organisations navigated major technology shifts. His work has supported leadership teams at large, complex organisations, including globally recognised brands such as Coca-Cola and MetLife, where decisions carried operational, financial, and reputational responsibility.

Earlier in his career, Glen founded Firecracker Digital, a U.S.-based consultancy acquired by BLiNQ Media, one of Facebook’s earliest global advertising partners. Today, Glen leads The Digital Curators, advising executives and management teams on real-world AI use in high-accountability environments. He also teaches applied AI and decision-making as faculty at a major U.S. public university. This session is designed for senior professionals and leaders who want clarity, control, and confidence as AI becomes embedded in everyday work.

​ABOUT US
​​🧠 AIA - Artificial Intelligence Algarve
Founded by Algarve Evolution, AIA - Artificial Intelligence Algarve is a community dedicated to exploring and advancing the future of AI in the Algarve region.

​​🚀 Algarve Evolution

​​We nurture the ecosystem for startups and entrepreneurs to create global solutions from the Algarve.

🔗 Algarve Tech Hub
A regional initiative founded and promoted collaboratively by Algarve Evolution, Algarve STP, and University of the Algarve, representing stakeholders from corporate, academia and public institutions, to advance the Algarve as a global, competitive and vibrant hub for companies, institutions, entrepreneurs, and investors.